Fine-Grained Visual Categorization on Pets-37
86.5cACCFiNDR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FiNDRvocabulary_type=Automatically discovered, label_discovery_set=3 images per class, average_runs=102025.12 | 86.5 | — | 83.7 | |
| CLIP (zero-shot)protocol=zero-shot, ground_truth_class_names=known2025.12 | 81.7 | — | 87.8 | |
| RAR2024.03 | 74.1 | — | 74.8 | |
| FineRvocabulary_type=Automatically discovered, label_discovery_set=3 images per class, average_runs=102025.12 | 72.9 | — | 72.4 | |
| FineR2024.03 | 72.9 | — | 72.4 | |
| E-FineRvocabulary_type=Automatically discovered, label_discovery_set=3 images per class, average_runs=102025.12 | 71.7 | — | 76.2 | |
| BLIP-2vocabulary_type=Automatically discovered, label_discovery_set=3 images per class, average_runs=102025.12 | 61.3 | — | 60.5 | |
| BLIP-22024.03 | 61.3 | — | 60.5 | |
| CaSEDvocabulary_type=Pre-defined2025.12 | 60.9 | — | 63.6 | |
| CaSED2024.03 | 60.9 | — | 63.6 | |
| WordNetvocabulary_type=Pre-defined2025.12 | 55.4 | — | 61.9 | |
| WordNet+CLIP2024.03 | 55.4 | — | 61.9 | |
| KMeansvocabulary_type=Index-based, without_vocabulary=true2025.12 | 32.8 | — | — | |
| CLIP-Sinkhornvocabulary_type=Index-based, without_vocabulary=true2025.12 | 23.1 | — | — | |
| DINO-Sinkhornvocabulary_type=Index-based, without_vocabulary=true2025.12 | 5.2 | — | — | |
| Finedefics-8BFT Methods=SFT, FT Types=Fully-FT2026.01 | — | 92.2 | — | |
| No-Thinking-RFTFT Methods=RFT, FT Types=Fully-FT2026.01 | — | 86.1 | — | |
| Qwen2-VL-2BFT Methods=Zero-shot, FT Types=-2026.01 | — | 66.4 | — | |
| ReFine-RFT-AOFT Methods=RFT, FT Types=Lora2026.01 | — | 87.6 | — | |
| ReFine-RFT-CoTFT Methods=RFT, FT Types=Lora2026.01 | — | 88.6 | — | |
| SFT-AOFT Methods=SFT, FT Types=Fully-FT2026.01 | — | 55.5 | — | |
| SFT-AOFT Methods=SFT, FT Types=Lora2026.01 | — | 87.6 | — | |
| SFT-CoTFT Methods=SFT, FT Types=Lora2026.01 | — | 87.5 | — | |
| Visual-RFTFT Methods=RFT, FT Types=Fully-FT2026.01 | — | 86.1 | — | |
| Visual-RFTFT Methods=RFT, FT Types=Lora2026.01 | — | 86 | — |